AI Visibility Index / Industries / Feedback, forms & bug reporting
Most AI-visible feedback & form tools (2026)
We scored 14 feedback & form tools on how easily ChatGPT, Perplexity, Claude and AI agents can find, understand and use them. BugHerd leads with 100/100. Data from our crawl on October 18, 2026; scores are a homepage snapshot, not live.
Feedback & form tools average score
Whole-index average (+4 for this industry)
of these sites miss “Question & answer content”
| # | Product | Score | Crawlers | Content | Schema | Agents |
|---|---|---|---|---|---|---|
| 1 | BugHerd bugherd.com | 100 | 100 | 100 | 100 | 100 |
| 2 | Canny canny.io | 98 | 100 | 94 | 100 | 100 |
| 2 | Frill frill.co | 98 | 100 | 94 | 100 | 100 |
| 4 | Marker.io marker.io | 96 | 100 | 100 | 100 | 83 |
| 4 | Tally tally.so | 96 | 100 | 87 | 100 | 100 |
| 4 | Typeform typeform.com | 96 | 100 | 85 | 100 | 100 |
| 7 | Productboard productboard.com | 95 | 95 | 89 | 100 | 100 |
| 8 | Upvoty upvoty.com | 92 | 95 | 100 | 100 | 74 |
| 9 | Usersnap usersnap.com | 90 | 95 | 100 | 100 | 64 |
| 10 | Featurebase featurebase.app | 86 | 100 | 94 | 100 | 47 |
| 10 | Jotform jotform.com | 86 | 100 | 81 | 100 | 64 |
| 12 | Jam jam.dev | 80 | 95 | 89 | 20 | 83 |
| 13 | Nolt nolt.io | 72 | 100 | 89 | 8 | 47 |
| 14 | Bird Eats Bug birdeatsbug.com | 71 | 100 | 79 | 20 | 47 |
Sub-scores: Crawlers = AI crawler access, Content = answer-engine content, Schema = structured data, Agents = agent readiness (llms.txt, API/MCP). Ties share a rank.
Feedback & form tools vs the whole index
| Area | This industry | All 538 sites |
|---|---|---|
| Overall score | 90 | 86 |
| AI crawler access | 99 | 97 |
| Answer-engine content | 92 | 89 |
| Structured data | 82 | 71 |
| Agent readiness | 79 | 76 |
Most common gaps among feedback & form tools
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FAQ
Which feedback & form tools are the most visible to AI search engines?
In our October 18, 2026 crawl, the top-scoring feedback & form tools were BugHerd (100/100), Canny (98/100), Frill (98/100). The score measures how easily ChatGPT, Perplexity, Claude and AI agents can crawl, understand and use each product's homepage.
How do feedback & form tools compare with the rest of the AI Visibility Index?
The 14 feedback & form tools we track average 90/100, 4 points above the 86/100 average across all 538 SaaS and AI sites in the index.
What is the most common AI visibility gap among feedback & form tools?
64% of the feedback & form tools we checked miss "Question & answer content" (vs 71% across the whole index). Fix: Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").
How is the AI visibility score calculated?
RankRoot checks four areas on each homepage: AI crawler access (robots.txt rules for GPTBot, ClaudeBot, PerplexityBot and others), answer-engine content (title, headings, FAQ-style content, server-rendered text), structured data (JSON-LD, Organization/Product schema) and agent readiness (llms.txt, discoverable API or MCP server). Each area is scored 0 to 100 and combined into one score.
When was this data collected, and can a company update its score?
Scores are a snapshot from our crawler on October 18, 2026. They are not updated automatically. Anyone can rescan a site live for free, and we refresh the index periodically.
My feedback & form tool isn't listed. How do I see where it would rank?
Run a free scan at https://getrankroot.com/report. You get the same score and checks, so you can compare it directly with this leaderboard.
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Methodology and full findings: State of AI Visibility 2026. Industry labels are assigned by RankRoot from each product's own homepage description.